{"id":"W7058304754","doi":"","title":"Numerical and Analytical Characterization of Transport Properties for Single Phase Flows in Granular Porous Media","year":2015,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Carbon Management Canada","keywords":"Tortuosity; Porous medium; Permeability (electromagnetism); Porosity; Poromechanics; Relative permeability; Fractal; Multiphase flow","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000543275,0.0001117584,0.0002900473,0.00004562777,0.00002061198,0.000002822709,0.00008903538,0.0001374756,0.0001484182],"category_scores_gemma":[0.000005845975,0.0001338177,0.00004697453,0.00005239109,0.00002602771,0.0001644681,0.000003016073,0.00005392865,5.759636e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009127779,"about_ca_system_score_gemma":0.000037436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003733122,"about_ca_topic_score_gemma":0.008032241,"domain_scores_codex":[0.9995409,0.000008821526,0.0001128362,0.000128806,0.0001106746,0.00009796478],"domain_scores_gemma":[0.9996873,0.00001124049,0.00005858049,0.0001017011,0.00008049684,0.00006065105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00148147,0.0009012404,0.0002867545,0.00263629,0.0002117234,0.00001769406,0.07519045,0.0005351885,0.8595302,0.000392028,0.000271521,0.05854544],"study_design_scores_gemma":[0.0221744,0.001988943,0.2867295,0.001912779,0.002619242,0.00001398536,0.06278489,0.5521672,0.05912024,0.000278037,0.00677233,0.003438473],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948581,0.0002742567,0.002299101,0.00003537881,0.00006103673,0.0003505188,0.0001080916,0.00003918549,0.001974348],"genre_scores_gemma":[0.9978971,0.0001250124,0.0004553083,9.892383e-7,0.00001561641,0.000002000231,0.001062847,0.00001674983,0.0004243067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.80041,"threshold_uncertainty_score":0.5643389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157705176188223,"score_gpt":0.232429988024145,"score_spread":0.2108529362622628,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}